Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA

By Sushant Gautam · Paper · cs.CL

Healthcare multimodal AI must combine visual and textual evidence while remaining reliable and interpretable. Using MediaEval Medico 2025 as a retrospective GI endoscopy case study, we analyze design choices across nine documented systems for question answering and explanation qu

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